Maxwell demon and the integration algorithm of clustering-partitioning

Abstract

Maxwell Demon Model was proposed in 1871 to challenge the second law of thermodynamics. While ignoring the energy problem, we can find that Maxwell has started the original clustering model, which implements the clustering of quick molecule and slow molecule naturally. In this paper, we proposed a new model called MCP model, which integrated Maxwell multi-Demon and the ants' movements, and implemented the integration of sample clustering and the whole data set partitioning. We tested our algorithm on UCI examples, the results show it behaves well. © Springer-Verlag Berlin Heidelberg 2013.